332 citations · 2.8k across the 55 of their papers we have counts for
Showing 2021 · quant-phShow all
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quant-ph2021★ 51 cited
Speeding up Learning Quantum States through Group Equivariant Convolutional Quantum Ansätze
Han Zheng, Zimu Li, Junyu Liu +2
We develop a theoretical framework for -equivariant convolutional quantum circuits with SU-symmetry, building on and significantly generalizing Jordan's Permutational Qua…
quant-ph2021★ 77 cited
Representation Learning via Quantum Neural Tangent Kernels
Junyu Liu, Francesco Tacchino, Jennifer R. Glick +2
Variational quantum circuits are used in quantum machine learning and variational quantum simulation tasks. Designing good variational circuits or predicting how well they perform…
quant-ph2021★ 21 cited
Towards a variational Jordan-Lee-Preskill quantum algorithm
Junyu Liu, Zimu Li, Han Zheng +2
Rapid developments of quantum information technology show promising opportunities for simulating quantum field theory in near-term quantum devices. In this work, we formulate the t…